OUR HEARTS ON OUR STREET: NEECHI COMMONS AND THE SOCIAL ENTERPRISE CENTRE IN WINNIPEG
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Neechi Commons, a community business complex run by and for Aboriginal people, and the Social Enterprise Centre, a office complex that includes warehouse space, are two community-driven projects to emerge in an unlikely place: a stretch of Winnipeg, Manitoba that cuts through one of the poorest postal codes in Canada. \nAlthough both projects have similar outcomes, such as employment and neighbourhood renewal, how each was constructed and which community development principles they drew strength from were different. This article describes the unique process and hurdles each project went through, the role of CED principles in their direction and decision-making, and lastly, the future challenges each may face. The role of âthinking bigâ while âputting your heart out thereâ is emphasized throughout.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it